Paper Citation Record · LEDGER

TestForge: Feedback-Driven, Agentic Test Suite Generation

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2503.14713.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2503.14713 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:32:18.173363Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T15:17:07.591943Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 58589cd6-dffe-4257-9836-ca53b0f087e9 · inbound

Planning to Explore: Curiosity-Driven Planning for LLM Test Generation cites this paper.

Planning to Explore: Curiosity-Driven Planning for LLM Test Generation TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-10T23:50:55.798521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1782fedc-8743-4738-aa3e-68915183ace1 · inbound

Augmenting unit test suites from integration tests cites this paper.

Augmenting unit test suites from integration tests TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-10T06:51:46.652841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5bf5d3ab-efe1-4e2a-aeb6-a5c691e75d55 · inbound

PR-Aware Automated Unit Test Generation: Challenges and Opportunities cites this paper.

PR-Aware Automated Unit Test Generation: Challenges and Opportunities TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-29T23:24:01.403199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d3b90ecb-03cc-47d0-9049-e79db5e77dd2 · inbound

Tensor Algebraic Property Skeletons: Amplifying Property-Based Testing for AI Compilers cites this paper.

Tensor Algebraic Property Skeletons: Amplifying Property-Based Testing for AI Compilers TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T15:17:07.593432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2c6a0a77-38d9-4b52-92b8-6e6b1113df1f · inbound

A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior cites this paper.

A Mechanistic Lens on Semantic Conflicts: Using Activation Patching to Understand LLM Behavior TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-11T05:23:21.266860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4f79ab6-f611-4dbb-8b1a-b38ce0191526 · inbound

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests cites this paper.

Evaluating and Mitigating the Misguidance Effect of Buggy Code in LLM-Generated Unit Tests TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T15:32:18.173363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b96d9aec-229d-49c0-8c0f-0037c26bb2c9 · inbound

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop cites this paper.

Adversarial Test-Hardening for AI-Written Code: An Instrument Autopsy and a Pre-Registered Causal Estimate of the Critic Loop TestForge: Feedback-Driven, Agentic Test Suite Generation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T03:57:40.788358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.